{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# map-reduce"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## doc.txt文件内容如下：\n",
    "### a db jd h j cc d e r t h j e o p l k m n v c\n",
    "### dd\n",
    "### fggh jfd j k l f g r x z \n",
    "### c f d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## cat doc.txt 查看文件内容，如下图"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## map.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import re\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    handler = sys.stdin\n",
    "    for line in handler:\n",
    "        if not line:\n",
    "            continue\n",
    "        terms = line.strip().split(\" \")\n",
    "        for i in terms:\n",
    "            print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 执行map.py "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## cat doc.txt | python map.py 结果如下："
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用sort排序，结果如下："
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reduce.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import re\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    handler = sys.stdin\n",
    "    word_dict = {}\n",
    "    for line in handler:\n",
    "        if not line:\n",
    "            continue\n",
    "        terms = line.strip().split(\" \")\n",
    "        for i in terms:\n",
    "            if i in word_dict:\n",
    "                word_dict[i] += 1\n",
    "            else:\n",
    "                word_dict[i] = 1\n",
    "\n",
    "    for j in word_dict:\n",
    "        print(j, word_dict[j])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 执行reduce.py 函数，结果如下"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## > myout 保存为myout文件"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业2"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 原始文件\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## map函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import re\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "\n",
    "\tf_dict = {}\n",
    "\t\n",
    "\tfor r in sys.stdin:\n",
    "\t\t# print(r)\n",
    "\t\tif r.strip() != '':\n",
    "\t\t\thost = r.split(':')[0]\n",
    "\t\t\t# print(host)\n",
    "\t\t\tf_list = r.split(':')[1].strip().split(' ')\n",
    "\t\t\t# print(host, f_list)\n",
    "\t\t\t\n",
    "\t\t\tfor i in range(0, len(f_list) - 1):\n",
    "\t\t\t\tfor j in range(1, len(f_list)):\n",
    "\t\t\t\t\t#f_dict[(f_list[i], f_list[j])] = host\n",
    "\t\t\t\t\tprint(f_list[i], f_list[j], host)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 结果"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reduce函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import re\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "\thandler = sys.stdin\n",
    "\tword_dict = {}\n",
    "\tfor line in handler:\n",
    "\t\tf_map_line = line.strip().split('(')[1].split(')')[0]\n",
    "\t\t# print(f_map_line)\n",
    "\t\thost = f_map_line.split(',')[2].strip()\n",
    "\t\t# print(host)\n",
    "\t\t\n",
    "\t\tfriends_s = set()\n",
    "\t\tif host not in word_dict.keys():\n",
    "\n",
    "\t\t\tfriends_s.add(f_map_line.split(',')[0].strip())\n",
    "\t\t\tfriends_s.add(f_map_line.split(',')[1].strip())\n",
    "\t\t\t# print(friends_s)\n",
    "\t\t\tword_dict[host] = friends_s\n",
    "\t\telse:\n",
    "\t\t\tfriends_s = word_dict[host]\n",
    "\t\t\tfriends_s.add(f_map_line.split(',')[0].strip())\n",
    "\t\t\tfriends_s.add(f_map_line.split(',')[1].strip())\n",
    "\t\t\t# print(friends_s)\n",
    "\n",
    "\tfor w in word_dict:\n",
    "\t\tprint(w, word_dict[w])"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 结果\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
